Scaled Data

Dataset statistics

Number of variables	41
Number of observations	1176
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	224.1 KiB
Average record size in memory	195.1 B

Variable types

Numeric	14
Categorical	27

Alerts

`Age` is highly overall correlated with `TotalWorkingYears`	High correlation
`MonthlyIncome` is highly overall correlated with `TotalWorkingYears` and 3 other fields	High correlation
`TotalWorkingYears` is highly overall correlated with `Age` and 4 other fields	High correlation
`YearsAtCompany` is highly overall correlated with `TotalWorkingYears` and 3 other fields	High correlation
`YearsInCurrentRole` is highly overall correlated with `YearsAtCompany` and 2 other fields	High correlation
`YearsSinceLastPromotion` is highly overall correlated with `YearsAtCompany` and 1 other fields	High correlation
`YearsWithCurrManager` is highly overall correlated with `YearsAtCompany` and 1 other fields	High correlation
`JobLevel` is highly overall correlated with `MonthlyIncome` and 2 other fields	High correlation
`StockOptionLevel` is highly overall correlated with `MaritalStatus_Single`	High correlation
`BusinessTravel_Travel_Frequently` is highly overall correlated with `BusinessTravel_Travel_Rarely`	High correlation
`BusinessTravel_Travel_Rarely` is highly overall correlated with `BusinessTravel_Travel_Frequently`	High correlation
`EducationField_Life Sciences` is highly overall correlated with `EducationField_Medical`	High correlation
`EducationField_Medical` is highly overall correlated with `EducationField_Life Sciences`	High correlation
`JobRole_Manager` is highly overall correlated with `MonthlyIncome` and 2 other fields	High correlation
`JobRole_Research Director` is highly overall correlated with `MonthlyIncome`	High correlation
`MaritalStatus_Married` is highly overall correlated with `MaritalStatus_Single`	High correlation
`MaritalStatus_Single` is highly overall correlated with `StockOptionLevel` and 1 other fields	High correlation
`EducationField_Other` is highly imbalanced (70.2%)	Imbalance
`EducationField_Technical Degree` is highly imbalanced (53.8%)	Imbalance
`JobRole_Human Resources` is highly imbalanced (78.2%)	Imbalance
`JobRole_Manager` is highly imbalanced (63.2%)	Imbalance
`JobRole_Manufacturing Director` is highly imbalanced (54.4%)	Imbalance
`JobRole_Research Director` is highly imbalanced (69.9%)	Imbalance
`JobRole_Sales Representative` is highly imbalanced (70.9%)	Imbalance

Reproduction

Analysis started	2023-05-21 13:39:42.320281
Analysis finished	2023-05-21 13:40:09.062943
Duration	26.74 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

Age
Real number (ℝ)

Distinct	43
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.8909793 × 10^-17

Minimum	-2.0708311
Maximum	2.5072053
Zeros	0
Zeros (%)	0.0%
Negative	637
Negative (%)	54.2%
Memory size	9.3 KiB

Quantile statistics

Minimum	-2.0708311
5-th percentile	-1.4168259
Q1	-0.76282068
median	-0.10881549
Q3	0.65419056
95-th percentile	1.8532001
Maximum	2.5072053
Range	4.5780363
Interquartile range (IQR)	1.4170112

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	-1.6982328 × 10¹⁶
Kurtosis	-0.42959798
Mean	-5.8909793 × 10^-17
Median Absolute Deviation (MAD)	0.65400519
Skewness	0.40368726
Sum	-4.4408921 × 10^-14
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
-0.3268172188	64	5.4%
-0.217816354	57	4.8%
-0.1088154892	56	4.8%
-0.8718215428	56	4.8%
-0.6538198132	53	4.5%
-0.762820678	51	4.3%
-0.5448189484	51	4.3%
0.1091862404	48	4.1%
0.32718797	47	4.0%
-0.4358180836	47	4.0%
Other values (33)	646	54.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.070831056	6	0.5%
-1.961830191	8	0.7%
-1.852829326	11	0.9%
-1.743828461	9	0.8%
-1.634827596	12	1.0%
-1.525826732	12	1.0%
-1.416825867	19	1.6%
-1.307825002	19	1.6%
-1.198824137	29	2.5%
-1.089823272	39	3.3%

Value	Count	Frequency (%)
2.507205266	5	0.4%
2.398204401	7	0.6%
2.289203536	11	0.9%
2.180202672	4	0.3%
2.071201807	9	0.8%
1.962200942	20	1.7%
1.853200077	16	1.4%
1.744199212	16	1.4%
1.635198348	15	1.3%
1.526197483	12	1.0%

DailyRate
Real number (ℝ)

Distinct	787
Distinct (%)	66.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3292466 × 10^-16

Minimum	-1.7473731
Maximum	1.7324592
Zeros	0
Zeros (%)	0.0%
Negative	591
Negative (%)	50.3%
Memory size	9.3 KiB

Quantile statistics

Minimum	-1.7473731
5-th percentile	-1.5859697
Q1	-0.83815476
median	-0.011196028
Q3	0.87995016
95-th percentile	1.5492446
Maximum	1.7324592
Range	3.4798324
Interquartile range (IQR)	1.7181049

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	7.5262591 × 10¹⁵
Kurtosis	-1.1921753
Mean	1.3292466 × 10^-16
Median Absolute Deviation (MAD)	0.85250908
Skewness	-0.0040435727
Sum	1.2664869 × 10^-13
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.9870945758	5	0.4%
-0.2816557789	4	0.3%
1.30869741	4	0.3%
-1.131672138	4	0.3%
-1.463203446	4	0.3%
-0.5359128717	4	0.3%
-1.712475105	4	0.3%
-0.682983151	4	0.3%
-1.184019187	4	0.3%
-0.8450097298	4	0.3%
Other values (777)	1135	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.747373138	1	0.1%
-1.744880421	1	0.1%
-1.742387705	1	0.1%
-1.737402271	1	0.1%
-1.727431405	2	0.2%
-1.717460539	1	0.1%
-1.714967822	2	0.2%
-1.712475105	4	0.3%
-1.709982389	2	0.2%
-1.707489672	1	0.1%

Value	Count	Frequency (%)
1.732459231	1	0.1%
1.729966515	1	0.1%
1.724981082	2	0.2%
1.722488365	2	0.2%
1.715010215	1	0.1%
1.710024782	3	0.3%
1.705039349	1	0.1%
1.697561199	3	0.3%
1.690083049	1	0.1%
1.685097616	1	0.1%

DistanceFromHome
Real number (ℝ)

Distinct	29
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.0420301 × 10^-17

Minimum	-1.0222189
Maximum	2.4023027
Zeros	0
Zeros (%)	0.0%
Negative	746
Negative (%)	63.4%
Memory size	9.3 KiB

Quantile statistics

Minimum	-1.0222189
5-th percentile	-1.0222189
Q1	-0.89991452
median	-0.28839281
Q3	0.56773759
95-th percentile	2.0353897
Maximum	2.4023027
Range	3.4245216
Interquartile range (IQR)	1.4676521

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	-1.655777 × 10¹⁶
Kurtosis	-0.29719222
Mean	-6.0420301 × 10^-17
Median Absolute Deviation (MAD)	0.61152171
Skewness	0.9282202
Sum	-5.6843419 × 10^-14
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
-1.022218865	168	14.3%
-0.8999145224	163	13.9%
-0.2883928084	73	6.2%
0.07852022009	68	5.8%
-0.04378412273	67	5.7%
-0.1660884655	66	5.6%
-0.7776101796	58	4.9%
-0.533001494	56	4.8%
-0.6553058368	48	4.1%
-0.4106971512	47	4.0%
Other values (19)	362	30.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.022218865	168	14.3%
-0.8999145224	163	13.9%
-0.7776101796	58	4.9%
-0.6553058368	48	4.1%
-0.533001494	56	4.8%
-0.4106971512	47	4.0%
-0.2883928084	73	6.2%
-0.1660884655	66	5.6%
-0.04378412273	67	5.7%
0.07852022009	68	5.8%

Value	Count	Frequency (%)
2.402302734	22	1.9%
2.279998391	20	1.7%
2.157694048	10	0.9%
2.035389705	22	1.9%
1.913085362	20	1.7%
1.79078102	24	2.0%
1.668476677	21	1.8%
1.546172334	17	1.4%
1.423867991	15	1.3%
1.301563648	19	1.6%

Education
Categorical

Distinct	5
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0.09102879217575739	455
1.064209333982036	320
-0.8821517496305211	224
-1.8553322914367996	140
2.0373898757883144	37

Length

Max length	19
Median length	19
Mean length	18.42432
Min length	17

Characters and Unicode

Total characters	21667
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.064209333982036
2nd row	-1.8553322914367996
3rd row	-1.8553322914367996
4th row	-1.8553322914367996
5th row	2.0373898757883144

Common Values

Value	Count	Frequency (%)
0.09102879217575739	455	38.7%
1.064209333982036	320	27.2%
-0.8821517496305211	224	19.0%
-1.8553322914367996	140	11.9%
2.0373898757883144	37	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.09102879217575739	455	38.7%
1.064209333982036	320	27.2%
0.8821517496305211	224	19.0%
1.8553322914367996	140	11.9%
2.0373898757883144	37	3.1%

Most occurring characters

Value	Count	Frequency (%)
0	2810	13.0%
9	2686	12.4%
3	2490	11.5%
1	2443	11.3%
2	2315	10.7%
7	2295	10.6%
5	1675	7.7%
8	1511	7.0%
.	1176	5.4%
6	1144	5.3%
Other values (2)	1122	5.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20127	92.9%
Other Punctuation	1176	5.4%
Dash Punctuation	364	1.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2810	14.0%
9	2686	13.3%
3	2490	12.4%
1	2443	12.1%
2	2315	11.5%
7	2295	11.4%
5	1675	8.3%
8	1511	7.5%
6	1144	5.7%
4	758	3.8%

Other Punctuation

Value	Count	Frequency (%)
.	1176	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	364	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	21667	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2810	13.0%
9	2686	12.4%
3	2490	11.5%
1	2443	11.3%
2	2315	10.7%
7	2295	10.6%
5	1675	7.7%
8	1511	7.0%
.	1176	5.4%
6	1144	5.3%
Other values (2)	1122	5.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21667	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2810	13.0%
9	2686	12.4%
3	2490	11.5%
1	2443	11.3%
2	2315	10.7%
7	2295	10.6%
5	1675	7.7%
8	1511	7.0%
.	1176	5.4%
6	1144	5.3%
Other values (2)	1122	5.2%

EnvironmentSatisfaction
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0.2602020720875338	376
1.1791138942345	348
-1.5776215722063986	229
-0.6587097500594324	223

Length

Max length	19
Median length	18
Mean length	17.496599
Min length	15

Characters and Unicode

Total characters	20576
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.6587097500594324
2nd row	0.2602020720875338
3rd row	-1.5776215722063986
4th row	-0.6587097500594324
5th row	1.1791138942345

Common Values

Value	Count	Frequency (%)
0.2602020720875338	376	32.0%
1.1791138942345	348	29.6%
-1.5776215722063986	229	19.5%
-0.6587097500594324	223	19.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.2602020720875338	376	32.0%
1.1791138942345	348	29.6%
1.5776215722063986	229	19.5%
0.6587097500594324	223	19.0%

Most occurring characters

Value	Count	Frequency (%)
0	3001	14.6%
2	2762	13.4%
7	2233	10.9%
3	1900	9.2%
5	1851	9.0%
1	1850	9.0%
8	1552	7.5%
9	1371	6.7%
6	1286	6.2%
.	1176	5.7%
Other values (2)	1594	7.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	18948	92.1%
Other Punctuation	1176	5.7%
Dash Punctuation	452	2.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3001	15.8%
2	2762	14.6%
7	2233	11.8%
3	1900	10.0%
5	1851	9.8%
1	1850	9.8%
8	1552	8.2%
9	1371	7.2%
6	1286	6.8%
4	1142	6.0%

Other Punctuation

Value	Count	Frequency (%)
.	1176	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	452	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	20576	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3001	14.6%
2	2762	13.4%
7	2233	10.9%
3	1900	9.2%
5	1851	9.0%
1	1850	9.0%
8	1552	7.5%
9	1371	6.7%
6	1286	6.2%
.	1176	5.7%
Other values (2)	1594	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	20576	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3001	14.6%
2	2762	13.4%
7	2233	10.9%
3	1900	9.2%
5	1851	9.0%
1	1850	9.0%
8	1552	7.5%
9	1371	6.7%
6	1286	6.2%
.	1176	5.7%
Other values (2)	1594	7.7%

JobInvolvement
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0.37356374698936007	705
-1.0481545910672325	294
1.7952820850459525	113
-2.469872929123825	64

Length

Max length	19
Median length	19
Mean length	18.84949
Min length	18

Characters and Unicode

Total characters	22167
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.7952820850459525
2nd row	0.37356374698936007
3rd row	0.37356374698936007
4th row	0.37356374698936007
5th row	0.37356374698936007

Common Values

Value	Count	Frequency (%)
0.37356374698936007	705	59.9%
-1.0481545910672325	294	25.0%
1.7952820850459525	113	9.6%
-2.469872929123825	64	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.37356374698936007	705	59.9%
1.0481545910672325	294	25.0%
1.7952820850459525	113	9.6%
2.469872929123825	64	5.4%

Most occurring characters

Value	Count	Frequency (%)
3	3178	14.3%
0	2929	13.2%
7	2586	11.7%
6	2473	11.2%
5	2216	10.0%
9	2122	9.6%
4	1470	6.6%
8	1353	6.1%
2	1247	5.6%
.	1176	5.3%
Other values (2)	1417	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20633	93.1%
Other Punctuation	1176	5.3%
Dash Punctuation	358	1.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	3178	15.4%
0	2929	14.2%
7	2586	12.5%
6	2473	12.0%
5	2216	10.7%
9	2122	10.3%
4	1470	7.1%
8	1353	6.6%
2	1247	6.0%
1	1059	5.1%

Other Punctuation

Value	Count	Frequency (%)
.	1176	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	358	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22167	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	3178	14.3%
0	2929	13.2%
7	2586	11.7%
6	2473	11.2%
5	2216	10.0%
9	2122	9.6%
4	1470	6.6%
8	1353	6.1%
2	1247	5.6%
.	1176	5.3%
Other values (2)	1417	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22167	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	3178	14.3%
0	2929	13.2%
7	2586	11.7%
6	2473	11.2%
5	2216	10.0%
9	2122	9.6%
4	1470	6.6%
8	1353	6.1%
2	1247	5.6%
.	1176	5.3%
Other values (2)	1417	6.4%

JobLevel
Categorical

Distinct	5
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

-0.0701136189928391	436
-0.9862649071659377	420
0.8460376691802596	179
1.7621889573533582	92
2.678340245526457	49

Length

Max length	19
Median length	19
Mean length	18.686224
Min length	17

Characters and Unicode

Total characters	21975
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.7621889573533582
2nd row	-0.9862649071659377
3rd row	1.7621889573533582
4th row	-0.9862649071659377
5th row	-0.0701136189928391

Common Values

Value	Count	Frequency (%)
-0.0701136189928391	436	37.1%
-0.9862649071659377	420	35.7%
0.8460376691802596	179	15.2%
1.7621889573533582	92	7.8%
2.678340245526457	49	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0701136189928391	436	37.1%
0.9862649071659377	420	35.7%
0.8460376691802596	179	15.2%
1.7621889573533582	92	7.8%
2.678340245526457	49	4.2%

Most occurring characters

Value	Count	Frequency (%)
9	3018	13.7%
0	2734	12.4%
6	2602	11.8%
1	2527	11.5%
7	2157	9.8%
8	1975	9.0%
3	1796	8.2%
2	1366	6.2%
.	1176	5.4%
5	1022	4.7%
Other values (2)	1602	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19943	90.8%
Other Punctuation	1176	5.4%
Dash Punctuation	856	3.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
9	3018	15.1%
0	2734	13.7%
6	2602	13.0%
1	2527	12.7%
7	2157	10.8%
8	1975	9.9%
3	1796	9.0%
2	1366	6.8%
5	1022	5.1%
4	746	3.7%

Other Punctuation

Value	Count	Frequency (%)
.	1176	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	856	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	21975	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
9	3018	13.7%
0	2734	12.4%
6	2602	11.8%
1	2527	11.5%
7	2157	9.8%
8	1975	9.0%
3	1796	8.2%
2	1366	6.2%
.	1176	5.4%
5	1022	4.7%
Other values (2)	1602	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21975	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
9	3018	13.7%
0	2734	12.4%
6	2602	11.8%
1	2527	11.5%
7	2157	9.8%
8	1975	9.0%
3	1796	8.2%
2	1366	6.2%
.	1176	5.4%
5	1022	4.7%
Other values (2)	1602	7.3%

JobSatisfaction
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

1.1535262668585071	366
0.25276471982955345	354
-1.5487583742283537	240
-0.6479968271994002	216

Length

Max length	19
Median length	19
Mean length	18.688776
Min length	18

Characters and Unicode

Total characters	21978
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-0.6479968271994002
2nd row	1.1535262668585071
3rd row	0.25276471982955345
4th row	0.25276471982955345
5th row	0.25276471982955345

Common Values

Value	Count	Frequency (%)
1.1535262668585071	366	31.1%
0.25276471982955345	354	30.1%
-1.5487583742283537	240	20.4%
-0.6479968271994002	216	18.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.1535262668585071	366	31.1%
0.25276471982955345	354	30.1%
1.5487583742283537	240	20.4%
0.6479968271994002	216	18.4%

Most occurring characters

Value	Count	Frequency (%)
5	3600	16.4%
2	2706	12.3%
7	2226	10.1%
8	2022	9.2%
1	1908	8.7%
6	1884	8.6%
4	1620	7.4%
9	1572	7.2%
3	1440	6.6%
0	1368	6.2%
Other values (2)	1632	7.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20346	92.6%
Other Punctuation	1176	5.4%
Dash Punctuation	456	2.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	3600	17.7%
2	2706	13.3%
7	2226	10.9%
8	2022	9.9%
1	1908	9.4%
6	1884	9.3%
4	1620	8.0%
9	1572	7.7%
3	1440	7.1%
0	1368	6.7%

Other Punctuation

Value	Count	Frequency (%)
.	1176	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	456	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	21978	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	3600	16.4%
2	2706	12.3%
7	2226	10.1%
8	2022	9.2%
1	1908	8.7%
6	1884	8.6%
4	1620	7.4%
9	1572	7.2%
3	1440	6.6%
0	1368	6.2%
Other values (2)	1632	7.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21978	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	3600	16.4%
2	2706	12.3%
7	2226	10.1%
8	2022	9.2%
1	1908	8.7%
6	1884	8.6%
4	1620	7.4%
9	1572	7.2%
3	1440	6.6%
0	1368	6.2%
Other values (2)	1632	7.4%

MonthlyIncome
Real number (ℝ)

Distinct	1098
Distinct (%)	93.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-7.2504361 × 10^-17

Minimum	-1.1898763
Maximum	2.886856
Zeros	0
Zeros (%)	0.0%
Negative	774
Negative (%)	65.8%
Memory size	9.3 KiB

Quantile statistics

Minimum	-1.1898763
5-th percentile	-0.95200956
Q1	-0.77304523
median	-0.33095496
Q3	0.40338998
95-th percentile	2.3531876
Maximum	2.886856
Range	4.0767323
Interquartile range (IQR)	1.1764352

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	-1.3798142 × 10¹⁶
Kurtosis	0.92103034
Mean	-7.2504361 × 10^-17
Median Absolute Deviation (MAD)	0.49174884
Skewness	1.3329503
Sum	-9.1482377 × 10^-14
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.9033183638	4	0.3%
-0.8175444676	3	0.3%
-0.8798863972	3	0.3%
-0.845705822	3	0.3%
-0.664699254	3	0.3%
-0.2111079731	3	0.3%
-0.7713254508	2	0.2%
-0.04235481888	2	0.2%
-0.7756248943	2	0.2%
-0.08212467052	2	0.2%
Other values (1088)	1149	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.189876268	1	0.1%
-1.180847437	1	0.1%
-1.174398272	1	0.1%
-1.17224855	1	0.1%
-1.169883856	1	0.1%
-1.143872223	1	0.1%
-1.141937474	1	0.1%
-1.135703281	1	0.1%
-1.132908643	1	0.1%
-1.131403837	1	0.1%

Value	Count	Frequency (%)
2.886855984	1	0.1%
2.880406818	1	0.1%
2.876752292	1	0.1%
2.862349156	1	0.1%
2.85976949	1	0.1%
2.859339546	1	0.1%
2.85675988	1	0.1%
2.820644555	1	0.1%
2.81913975	1	0.1%
2.814410362	1	0.1%

NumCompaniesWorked
Real number (ℝ)

Distinct	10
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-7.2504361 × 10^-17

Minimum	-1.0837043
Maximum	2.5379966
Zeros	0
Zeros (%)	0.0%
Negative	686
Negative (%)	58.3%
Memory size	9.3 KiB

Quantile statistics

Minimum	-1.0837043
5-th percentile	-1.0837043
Q1	-0.68129313
median	-0.27888192
Q3	0.5259405
95-th percentile	2.1355853
Maximum	2.5379966
Range	3.6217009
Interquartile range (IQR)	1.2072336

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	-1.3798142 × 10¹⁶
Kurtosis	-0.052565136
Mean	-7.2504361 × 10^-17
Median Absolute Deviation (MAD)	0.40241121
Skewness	0.99907072
Sum	-5.6843419 × 10^-14
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.6812931309	415	35.3%
-1.083704342	160	13.6%
0.1235292919	126	10.7%
0.5259405033	118	10.0%
-0.2788819195	111	9.4%
1.733174138	66	5.6%
0.9283517147	52	4.4%
1.330762926	51	4.3%
2.135585349	41	3.5%
2.53799656	36	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.083704342	160	13.6%
-0.6812931309	415	35.3%
-0.2788819195	111	9.4%
0.1235292919	126	10.7%
0.5259405033	118	10.0%
0.9283517147	52	4.4%
1.330762926	51	4.3%
1.733174138	66	5.6%
2.135585349	41	3.5%
2.53799656	36	3.1%

Value	Count	Frequency (%)
2.53799656	36	3.1%
2.135585349	41	3.5%
1.733174138	66	5.6%
1.330762926	51	4.3%
0.9283517147	52	4.4%
0.5259405033	118	10.0%
0.1235292919	126	10.7%
-0.2788819195	111	9.4%
-0.6812931309	415	35.3%
-1.083704342	160	13.6%

PercentSalaryHike
Real number (ℝ)

Distinct	15
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.6313481 × 10^-16

Minimum	-1.1528964
Maximum	2.6540202
Zeros	0
Zeros (%)	0.0%
Negative	730
Negative (%)	62.1%
Memory size	9.3 KiB

Quantile statistics

Minimum	-1.1528964
5-th percentile	-1.1528964
Q1	-0.88097377
median	-0.33712854
Q3	0.7505619
95-th percentile	1.8382523
Maximum	2.6540202
Range	3.8069166
Interquartile range (IQR)	1.6315357

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	-6.1325074 × 10¹⁵
Kurtosis	-0.33061221
Mean	-1.6313481 × 10^-16
Median Absolute Deviation (MAD)	0.54384522
Skewness	0.80666244
Sum	-1.9184654 × 10^-13
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
-1.152896378	168	14.3%
-0.6090511553	167	14.2%
-0.8809737668	158	13.4%
-0.3371285438	156	13.3%
-0.06520593235	81	6.9%
0.7505619021	72	6.1%
0.4786392906	64	5.4%
0.2067166791	63	5.4%
1.022484514	62	5.3%
1.294407125	49	4.2%
Other values (5)	136	11.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.152896378	168	14.3%
-0.8809737668	158	13.4%
-0.6090511553	167	14.2%
-0.3371285438	156	13.3%
-0.06520593235	81	6.9%
0.2067166791	63	5.4%
0.4786392906	64	5.4%
0.7505619021	72	6.1%
1.022484514	62	5.3%
1.294407125	49	4.2%

Value	Count	Frequency (%)
2.654020183	16	1.4%
2.382097571	15	1.3%
2.11017496	25	2.1%
1.838252348	43	3.7%
1.566329737	37	3.1%
1.294407125	49	4.2%
1.022484514	62	5.3%
0.7505619021	72	6.1%
0.4786392906	64	5.4%
0.2067166791	63	5.4%

RelationshipSatisfaction
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

1.1604029781681362	365
0.24021828341039647	355
-0.6799664113473433	240
-1.600151106105083	216

Length

Max length	19
Median length	19
Mean length	18.505952
Min length	18

Characters and Unicode

Total characters	21763
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.24021828341039647
2nd row	0.24021828341039647
3rd row	1.1604029781681362
4th row	0.24021828341039647
5th row	-0.6799664113473433

Common Values

Value	Count	Frequency (%)
1.1604029781681362	365	31.0%
0.24021828341039647	355	30.2%
-0.6799664113473433	240	20.4%
-1.600151106105083	216	18.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.1604029781681362	365	31.0%
0.24021828341039647	355	30.2%
0.6799664113473433	240	20.4%
1.600151106105083	216	18.4%

Most occurring characters

Value	Count	Frequency (%)
1	3730	17.1%
0	3115	14.3%
6	2602	12.0%
3	2251	10.3%
4	2150	9.9%
2	1795	8.2%
8	1656	7.6%
9	1200	5.5%
7	1200	5.5%
.	1176	5.4%
Other values (2)	888	4.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20131	92.5%
Other Punctuation	1176	5.4%
Dash Punctuation	456	2.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	3730	18.5%
0	3115	15.5%
6	2602	12.9%
3	2251	11.2%
4	2150	10.7%
2	1795	8.9%
8	1656	8.2%
9	1200	6.0%
7	1200	6.0%
5	432	2.1%

Other Punctuation

Value	Count	Frequency (%)
.	1176	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	456	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	21763	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	3730	17.1%
0	3115	14.3%
6	2602	12.0%
3	2251	10.3%
4	2150	9.9%
2	1795	8.2%
8	1656	7.6%
9	1200	5.5%
7	1200	5.5%
.	1176	5.4%
Other values (2)	888	4.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21763	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	3730	17.1%
0	3115	14.3%
6	2602	12.0%
3	2251	10.3%
4	2150	9.9%
2	1795	8.2%
8	1656	7.6%
9	1200	5.5%
7	1200	5.5%
.	1176	5.4%
Other values (2)	888	4.1%

StockOptionLevel
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

-0.9354054242077128	503
0.2474298218872014	482
1.4302650679821156	125
2.61310031407703	66

Length

Max length	19
Median length	18
Mean length	18.315476
Min length	16

Characters and Unicode

Total characters	21539
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.61310031407703
2nd row	0.2474298218872014
3rd row	0.2474298218872014
4th row	-0.9354054242077128
5th row	0.2474298218872014

Common Values

Value	Count	Frequency (%)
-0.9354054242077128	503	42.8%
0.2474298218872014	482	41.0%
1.4302650679821156	125	10.6%
2.61310031407703	66	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.9354054242077128	503	42.8%
0.2474298218872014	482	41.0%
1.4302650679821156	125	10.6%
2.61310031407703	66	5.6%

Most occurring characters

Value	Count	Frequency (%)
2	3753	17.4%
4	3146	14.6%
0	2987	13.9%
7	2227	10.3%
8	2074	9.6%
1	2040	9.5%
5	1256	5.8%
.	1176	5.5%
9	1110	5.2%
3	826	3.8%
Other values (2)	944	4.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	19860	92.2%
Other Punctuation	1176	5.5%
Dash Punctuation	503	2.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	3753	18.9%
4	3146	15.8%
0	2987	15.0%
7	2227	11.2%
8	2074	10.4%
1	2040	10.3%
5	1256	6.3%
9	1110	5.6%
3	826	4.2%
6	441	2.2%

Other Punctuation

Value	Count	Frequency (%)
.	1176	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	503	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	21539	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	3753	17.4%
4	3146	14.6%
0	2987	13.9%
7	2227	10.3%
8	2074	9.6%
1	2040	9.5%
5	1256	5.8%
.	1176	5.5%
9	1110	5.2%
3	826	3.8%
Other values (2)	944	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21539	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	3753	17.4%
4	3146	14.6%
0	2987	13.9%
7	2227	10.3%
8	2074	9.6%
1	2040	9.5%
5	1256	5.8%
.	1176	5.5%
9	1110	5.2%
3	826	3.8%
Other values (2)	944	4.4%

TotalWorkingYears
Real number (ℝ)

Distinct	40
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-7.2504361 × 10^-17

Minimum	-1.4573851
Maximum	3.6720869
Zeros	0
Zeros (%)	0.0%
Negative	764
Negative (%)	65.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	-1.4573851
5-th percentile	-1.3291483
Q1	-0.68796426
median	-0.17501706
Q3	0.46616694
95-th percentile	2.1332453
Maximum	3.6720869
Range	5.129472
Interquartile range (IQR)	1.1541312

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	-1.3798142 × 10¹⁶
Kurtosis	0.86267664
Mean	-7.2504361 × 10^-17
Median Absolute Deviation (MAD)	0.5129472
Skewness	1.1037068
Sum	-8.4821039 × 10^-14
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
-0.1750170615	160	13.6%
-0.6879642621	99	8.4%
-0.4314906618	87	7.4%
-0.3032538616	79	6.7%
-0.8162010623	76	6.5%
-1.329148263	63	5.4%
-0.559727462	52	4.4%
-0.9444378625	49	4.2%
0.08145653888	38	3.2%
-0.04678026129	34	2.9%
Other values (30)	439	37.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.457385063	9	0.8%
-1.329148263	63	5.4%
-1.200911463	24	2.0%
-1.072674663	32	2.7%
-0.9444378625	49	4.2%
-0.8162010623	76	6.5%
-0.6879642621	99	8.4%
-0.559727462	52	4.4%
-0.4314906618	87	7.4%
-0.3032538616	79	6.7%

Value	Count	Frequency (%)
3.672086944	1	0.1%
3.415613343	1	0.1%
3.287376543	4	0.3%
3.159139743	5	0.4%
3.030902943	3	0.3%
2.902666143	2	0.2%
2.774429342	6	0.5%
2.646192542	6	0.5%
2.517955742	9	0.8%
2.389718942	7	0.6%

TrainingTimesLastYear
Real number (ℝ)

Distinct	7
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.625218 × 10^-17

Minimum	-2.1980915
Maximum	2.580015
Zeros	0
Zeros (%)	0.0%
Negative	554
Negative (%)	47.1%
Memory size	9.3 KiB

Quantile statistics

Minimum	-2.1980915
5-th percentile	-1.4017404
Q1	-0.60538935
median	0.19096174
Q3	0.19096174
95-th percentile	1.7836639
Maximum	2.580015
Range	4.7781066
Interquartile range (IQR)	0.79635109

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	2.7596283 × 10¹⁶
Kurtosis	0.70438706
Mean	3.625218 × 10^-17
Median Absolute Deviation (MAD)	0.79635109
Skewness	0.61412914
Sum	4.2632564 × 10^-14
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
-0.6053893511	457	38.9%
0.1909617416	394	33.5%
0.9873128343	95	8.1%
1.783663927	84	7.1%
-1.401740444	56	4.8%
2.58001502	49	4.2%
-2.198091537	41	3.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.198091537	41	3.5%
-1.401740444	56	4.8%
-0.6053893511	457	38.9%
0.1909617416	394	33.5%
0.9873128343	95	8.1%
1.783663927	84	7.1%
2.58001502	49	4.2%

Value	Count	Frequency (%)
2.58001502	49	4.2%
1.783663927	84	7.1%
0.9873128343	95	8.1%
0.1909617416	394	33.5%
-0.6053893511	457	38.9%
-1.401740444	56	4.8%
-2.198091537	41	3.5%

WorkLifeBalance
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0.33762109125915835	711
-1.0555101484628426	270
1.7307523309811592	125
-2.4486413881848437	70

Length

Max length	19
Median length	19
Mean length	18.893707
Min length	18

Characters and Unicode

Total characters	22219
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.33762109125915835
2nd row	0.33762109125915835
3rd row	0.33762109125915835
4th row	0.33762109125915835
5th row	0.33762109125915835

Common Values

Value	Count	Frequency (%)
0.33762109125915835	711	60.5%
-1.0555101484628426	270	23.0%
1.7307523309811592	125	10.6%
-2.4486413881848437	70	6.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.33762109125915835	711	60.5%
1.0555101484628426	270	23.0%
1.7307523309811592	125	10.6%
2.4486413881848437	70	6.0%

Most occurring characters

Value	Count	Frequency (%)
1	3458	15.6%
5	3193	14.4%
3	2648	11.9%
2	2282	10.3%
0	2212	10.0%
8	1726	7.8%
9	1672	7.5%
6	1321	5.9%
.	1176	5.3%
4	1160	5.2%
Other values (2)	1371	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20703	93.2%
Other Punctuation	1176	5.3%
Dash Punctuation	340	1.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	3458	16.7%
5	3193	15.4%
3	2648	12.8%
2	2282	11.0%
0	2212	10.7%
8	1726	8.3%
9	1672	8.1%
6	1321	6.4%
4	1160	5.6%
7	1031	5.0%

Other Punctuation

Value	Count	Frequency (%)
.	1176	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	340	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	22219	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	3458	15.6%
5	3193	14.4%
3	2648	11.9%
2	2282	10.3%
0	2212	10.0%
8	1726	7.8%
9	1672	7.5%
6	1321	5.9%
.	1176	5.3%
4	1160	5.2%
Other values (2)	1371	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	22219	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	3458	15.6%
5	3193	14.4%
3	2648	11.9%
2	2282	10.3%
0	2212	10.0%
8	1726	7.8%
9	1672	7.5%
6	1321	5.9%
.	1176	5.3%
4	1160	5.2%
Other values (2)	1371	6.2%

YearsAtCompany
Real number (ℝ)

Distinct	36
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.9258971 × 10^-17

Minimum	-1.1588006
Maximum	4.9227013
Zeros	0
Zeros (%)	0.0%
Negative	753
Negative (%)	64.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	-1.1588006
5-th percentile	-0.99443571
Q1	-0.66570587
median	-0.33697604
Q3	0.48484856
95-th percentile	2.1284977
Maximum	4.9227013
Range	6.081502
Interquartile range (IQR)	1.1505544

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	-5.1945945 × 10¹⁶
Kurtosis	3.7103599
Mean	-1.9258971 × 10^-17
Median Absolute Deviation (MAD)	0.49309475
Skewness	1.7328975
Sum	5.7731597 × 10^-15
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
-0.3369760355	165	14.0%
-0.9944357083	132	11.2%
-0.6657058719	101	8.6%
0.4848485555	100	8.5%
-0.8300707901	100	8.5%
-0.5013409537	83	7.1%
-0.008246199127	78	6.6%
0.1561187191	66	5.6%
0.3204836373	60	5.1%
-0.1726111173	60	5.1%
Other values (26)	231	19.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.158800626	34	2.9%
-0.9944357083	132	11.2%
-0.8300707901	100	8.5%
-0.6657058719	101	8.6%
-0.5013409537	83	7.1%
-0.3369760355	165	14.0%
-0.1726111173	60	5.1%
-0.008246199127	78	6.6%
0.1561187191	66	5.6%
0.3204836373	60	5.1%

Value	Count	Frequency (%)
4.922701347	1	0.1%
4.758336429	2	0.2%
4.429606592	1	0.1%
4.265241674	3	0.3%
4.100876756	2	0.2%
3.936511838	3	0.3%
3.772146919	1	0.1%
3.607782001	2	0.2%
3.279052165	2	0.2%
3.114687247	4	0.3%

YearsInCurrentRole
Real number (ℝ)

Distinct	18
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2657613 × 10^-17

Minimum	-1.1859053
Maximum	3.5786886
Zeros	0
Zeros (%)	0.0%
Negative	727
Negative (%)	61.8%
Memory size	9.3 KiB

Quantile statistics

Minimum	-1.1859053
5-th percentile	-1.1859053
Q1	-0.62536487
median	-0.34509464
Q3	0.77598629
95-th percentile	1.616797
Maximum	3.5786886
Range	4.7645939
Interquartile range (IQR)	1.4013512

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	4.4154053 × 10¹⁶
Kurtosis	0.36188762
Mean	2.2657613 × 10^-17
Median Absolute Deviation (MAD)	0.8408107
Skewness	0.87292763
Sum	4.0856207 × 10^-14
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
-0.6253648713	295	25.1%
-1.185905335	189	16.1%
0.7759862885	185	15.7%
-0.3450946394	105	8.9%
-0.0648244074	88	7.5%
1.056256521	72	6.1%
1.336526752	54	4.6%
-0.9056351033	50	4.3%
0.2154458246	28	2.4%
0.4957160566	28	2.4%
Other values (8)	82	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.185905335	189	16.1%
-0.9056351033	50	4.3%
-0.6253648713	295	25.1%
-0.3450946394	105	8.9%
-0.0648244074	88	7.5%
0.2154458246	28	2.4%
0.4957160566	28	2.4%
0.7759862885	185	15.7%
1.056256521	72	6.1%
1.336526752	54	4.6%

Value	Count	Frequency (%)
3.578688608	3	0.3%
3.298418376	7	0.6%
3.018148144	6	0.5%
2.737877912	9	0.8%
2.45760768	8	0.7%
2.177337448	6	0.5%
1.897067216	19	1.6%
1.616796984	24	2.0%
1.336526752	54	4.6%
1.056256521	72	6.1%

YearsSinceLastPromotion
Real number (ℝ)

Distinct	16
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-4.8336241 × 10^-17

Minimum	-0.67916501
Maximum	3.9879448
Zeros	0
Zeros (%)	0.0%
Negative	877
Negative (%)	74.6%
Memory size	9.3 KiB

Quantile statistics

Minimum	-0.67916501
5-th percentile	-0.67916501
Q1	-0.67916501
median	-0.36802436
Q3	0.25425694
95-th percentile	2.1211009
Maximum	3.9879448
Range	4.6671098
Interquartile range (IQR)	0.93342195

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	-2.0697212 × 10¹⁶
Kurtosis	3.5327187
Mean	-4.8336241 × 10^-17
Median Absolute Deviation (MAD)	0.31114065
Skewness	1.970864
Sum	-1.1368684 × 10^-13
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
-0.6791650102	467	39.7%
-0.3680243588	286	24.3%
-0.05688370751	124	10.5%
1.498819549	62	5.3%
0.5653975951	52	4.4%
0.2542569438	40	3.4%
0.8765382465	35	3.0%
1.187678898	25	2.1%
2.743382154	20	1.7%
2.121100852	14	1.2%
Other values (6)	51	4.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.6791650102	467	39.7%
-0.3680243588	286	24.3%
-0.05688370751	124	10.5%
0.2542569438	40	3.4%
0.5653975951	52	4.4%
0.8765382465	35	3.0%
1.187678898	25	2.1%
1.498819549	62	5.3%
1.8099602	14	1.2%
2.121100852	14	1.2%

Value	Count	Frequency (%)
3.98794476	9	0.8%
3.676804108	7	0.6%
3.365663457	9	0.8%
3.054522806	9	0.8%
2.743382154	20	1.7%
2.432241503	3	0.3%
2.121100852	14	1.2%
1.8099602	14	1.2%
1.498819549	62	5.3%
1.187678898	25	2.1%

YearsWithCurrManager
Real number (ℝ)

Distinct	18
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.7217584 × 10^-17

Minimum	-1.1776872
Maximum	3.5931989
Zeros	0
Zeros (%)	0.0%
Negative	726
Negative (%)	61.7%
Memory size	9.3 KiB

Quantile statistics

Minimum	-1.1776872
5-th percentile	-1.1776872
Q1	-0.6164065
median	-0.33576614
Q3	0.78679529
95-th percentile	1.6988764
Maximum	3.5931989
Range	4.7708861
Interquartile range (IQR)	1.4032018

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	1.4883389 × 10¹⁶
Kurtosis	0.029167955
Mean	6.7217584 × 10^-17
Median Absolute Deviation (MAD)	0.84192107
Skewness	0.77803748
Sum	7.9047879 × 10^-14
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
-0.6164064978	277	23.6%
-1.177687211	203	17.3%
0.7867952858	177	15.1%
-0.3357661411	109	9.3%
1.067435643	90	7.7%
-0.05512578436	79	6.7%
-0.8970468545	58	4.9%
1.348075999	52	4.4%
0.2255145724	25	2.1%
1.628716356	24	2.0%
Other values (8)	82	7.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.177687211	203	17.3%
-0.8970468545	58	4.9%
-0.6164064978	277	23.6%
-0.3357661411	109	9.3%
-0.05512578436	79	6.7%
0.2255145724	25	2.1%
0.5061549291	23	2.0%
0.7867952858	177	15.1%
1.067435643	90	7.7%
1.348075999	52	4.4%

Value	Count	Frequency (%)
3.593198853	5	0.4%
3.312558496	2	0.2%
3.03191814	3	0.3%
2.751277783	4	0.3%
2.470637426	10	0.9%
2.189997069	17	1.4%
1.909356713	18	1.5%
1.628716356	24	2.0%
1.348075999	52	4.4%
1.067435643	90	7.7%

AverageSatisfaction
Real number (ℝ)

Distinct	10
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.4680372 × 10^-16

Minimum	-2.7371672
Maximum	2.0229671
Zeros	0
Zeros (%)	0.0%
Negative	655
Negative (%)	55.7%
Memory size	9.3 KiB

Quantile statistics

Minimum	-2.7371672
5-th percentile	-1.6793596
Q1	-0.62155193
median	-0.092648117
Q3	0.96515951
95-th percentile	1.4940633
Maximum	2.0229671
Range	4.7601343
Interquartile range (IQR)	1.5867114

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	-1.8295878 × 10¹⁵
Kurtosis	-0.40547242
Mean	-5.4680372 × 10^-16
Median Absolute Deviation (MAD)	0.52890381
Skewness	-0.14506052
Sum	-6.4304118 × 10^-13
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.09264811722	227	19.3%
0.4362556976	216	18.4%
-0.621551932	196	16.7%
0.9651595124	170	14.5%
-1.150455747	139	11.8%
1.494063327	99	8.4%
-1.679359562	66	5.6%
2.022967142	36	3.1%
-2.208263376	16	1.4%
-2.737167191	11	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.737167191	11	0.9%
-2.208263376	16	1.4%
-1.679359562	66	5.6%
-1.150455747	139	11.8%
-0.621551932	196	16.7%
-0.09264811722	227	19.3%
0.4362556976	216	18.4%
0.9651595124	170	14.5%
1.494063327	99	8.4%
2.022967142	36	3.1%

Value	Count	Frequency (%)
2.022967142	36	3.1%
1.494063327	99	8.4%
0.9651595124	170	14.5%
0.4362556976	216	18.4%
-0.09264811722	227	19.3%
-0.621551932	196	16.7%
-1.150455747	139	11.8%
-1.679359562	66	5.6%
-2.208263376	16	1.4%
-2.737167191	11	0.9%

SalaryDeviation
Real number (ℝ)

Distinct	1109
Distinct (%)	94.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.9636598 × 10^-17

Minimum	-3.4764153
Maximum	3.3894218
Zeros	0
Zeros (%)	0.0%
Negative	647
Negative (%)	55.0%
Memory size	9.3 KiB

Quantile statistics

Minimum	-3.4764153
5-th percentile	-1.6426668
Q1	-0.54067125
median	-0.076506363
Q3	0.54999419
95-th percentile	1.6423048
Maximum	3.3894218
Range	6.8658371
Interquartile range (IQR)	1.0906654

Descriptive statistics

Standard deviation	1.0004254
Coefficient of variation (CV)	-5.0946985 × 10¹⁶
Kurtosis	1.4366032
Mean	-1.9636598 × 10^-17
Median Absolute Deviation (MAD)	0.55256812
Skewness	0.39453793
Sum	-1.2434498 × 10^-14
Variance	1.0008511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3370100399	4	0.3%
-0.2547977711	3	0.3%
-0.1348734524	3	0.3%
0.04360872834	3	0.3%
0.5001974679	3	0.3%
-0.2178399622	2	0.2%
0.4810685072	2	0.2%
-0.4572072943	2	0.2%
-0.290247098	2	0.2%
0.3686865985	2	0.2%
Other values (1099)	1150	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.476415259	1	0.1%
-3.347440048	1	0.1%
-3.320687667	1	0.1%
-3.213585445	1	0.1%
-2.767829016	1	0.1%
-2.620752021	1	0.1%
-2.611319585	1	0.1%
-2.578132981	1	0.1%
-2.542683654	1	0.1%
-2.516666763	1	0.1%

Value	Count	Frequency (%)
3.389421795	1	0.1%
3.376599698	1	0.1%
3.358497915	1	0.1%
3.342658854	1	0.1%
3.333607962	1	0.1%
3.320785865	1	0.1%
3.280811092	1	0.1%
3.183514003	1	0.1%
3.175971593	1	0.1%
3.175217352	1	0.1%

BusinessTravel_Travel_Frequently
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	951
1	225

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	951	80.9%
1	225	19.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	951	80.9%
1	225	19.1%

Most occurring characters

Value	Count	Frequency (%)
0	951	80.9%
1	225	19.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	951	80.9%
1	225	19.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	951	80.9%
1	225	19.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	951	80.9%
1	225	19.1%

BusinessTravel_Travel_Rarely
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

1	828
0	348

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	828	70.4%
0	348	29.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	828	70.4%
0	348	29.6%

Most occurring characters

Value	Count	Frequency (%)
1	828	70.4%
0	348	29.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	828	70.4%
0	348	29.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	828	70.4%
0	348	29.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	828	70.4%
0	348	29.6%

EducationField_Life Sciences
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	697
1	479

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	697	59.3%
1	479	40.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	697	59.3%
1	479	40.7%

Most occurring characters

Value	Count	Frequency (%)
0	697	59.3%
1	479	40.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	697	59.3%
1	479	40.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	697	59.3%
1	479	40.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	697	59.3%
1	479	40.7%

EducationField_Marketing
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	1042
1	134

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1042	88.6%
1	134	11.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1042	88.6%
1	134	11.4%

Most occurring characters

Value	Count	Frequency (%)
0	1042	88.6%
1	134	11.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1042	88.6%
1	134	11.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1042	88.6%
1	134	11.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1042	88.6%
1	134	11.4%

EducationField_Medical
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	812
1	364

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	812	69.0%
1	364	31.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	812	69.0%
1	364	31.0%

Most occurring characters

Value	Count	Frequency (%)
0	812	69.0%
1	364	31.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	812	69.0%
1	364	31.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	812	69.0%
1	364	31.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	812	69.0%
1	364	31.0%

EducationField_Other
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	1114
1	62

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1114	94.7%
1	62	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1114	94.7%
1	62	5.3%

Most occurring characters

Value	Count	Frequency (%)
0	1114	94.7%
1	62	5.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1114	94.7%
1	62	5.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1114	94.7%
1	62	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1114	94.7%
1	62	5.3%

EducationField_Technical Degree
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	1061
1	115

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1061	90.2%
1	115	9.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1061	90.2%
1	115	9.8%

Most occurring characters

Value	Count	Frequency (%)
0	1061	90.2%
1	115	9.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1061	90.2%
1	115	9.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1061	90.2%
1	115	9.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1061	90.2%
1	115	9.8%

Gender_Male
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

1	704
0	472

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	704	59.9%
0	472	40.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	704	59.9%
0	472	40.1%

Most occurring characters

Value	Count	Frequency (%)
1	704	59.9%
0	472	40.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	704	59.9%
0	472	40.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	704	59.9%
0	472	40.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	704	59.9%
0	472	40.1%

JobRole_Human Resources
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	1135
1	41

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1135	96.5%
1	41	3.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1135	96.5%
1	41	3.5%

Most occurring characters

Value	Count	Frequency (%)
0	1135	96.5%
1	41	3.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1135	96.5%
1	41	3.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1135	96.5%
1	41	3.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1135	96.5%
1	41	3.5%

JobRole_Laboratory Technician
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	961
1	215

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	961	81.7%
1	215	18.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	961	81.7%
1	215	18.3%

Most occurring characters

Value	Count	Frequency (%)
0	961	81.7%
1	215	18.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	961	81.7%
1	215	18.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	961	81.7%
1	215	18.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	961	81.7%
1	215	18.3%

JobRole_Manager
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	1093
1	83

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1093	92.9%
1	83	7.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1093	92.9%
1	83	7.1%

Most occurring characters

Value	Count	Frequency (%)
0	1093	92.9%
1	83	7.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1093	92.9%
1	83	7.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1093	92.9%
1	83	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1093	92.9%
1	83	7.1%

JobRole_Manufacturing Director
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	1063
1	113

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1063	90.4%
1	113	9.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1063	90.4%
1	113	9.6%

Most occurring characters

Value	Count	Frequency (%)
0	1063	90.4%
1	113	9.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1063	90.4%
1	113	9.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1063	90.4%
1	113	9.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1063	90.4%
1	113	9.6%

JobRole_Research Director
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	1113
1	63

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1113	94.6%
1	63	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1113	94.6%
1	63	5.4%

Most occurring characters

Value	Count	Frequency (%)
0	1113	94.6%
1	63	5.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1113	94.6%
1	63	5.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1113	94.6%
1	63	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1113	94.6%
1	63	5.4%

JobRole_Research Scientist
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	956
1	220

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	956	81.3%
1	220	18.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	956	81.3%
1	220	18.7%

Most occurring characters

Value	Count	Frequency (%)
0	956	81.3%
1	220	18.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	956	81.3%
1	220	18.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	956	81.3%
1	220	18.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	956	81.3%
1	220	18.7%

JobRole_Sales Executive
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	903
1	273

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	903	76.8%
1	273	23.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	903	76.8%
1	273	23.2%

Most occurring characters

Value	Count	Frequency (%)
0	903	76.8%
1	273	23.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	903	76.8%
1	273	23.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	903	76.8%
1	273	23.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	903	76.8%
1	273	23.2%

JobRole_Sales Representative
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	1116
1	60

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	1116	94.9%
1	60	5.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1116	94.9%
1	60	5.1%

Most occurring characters

Value	Count	Frequency (%)
0	1116	94.9%
1	60	5.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1116	94.9%
1	60	5.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1116	94.9%
1	60	5.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1116	94.9%
1	60	5.1%

MaritalStatus_Married
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	636
1	540

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	636	54.1%
1	540	45.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	636	54.1%
1	540	45.9%

Most occurring characters

Value	Count	Frequency (%)
0	636	54.1%
1	540	45.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	636	54.1%
1	540	45.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	636	54.1%
1	540	45.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	636	54.1%
1	540	45.9%

MaritalStatus_Single
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	803
1	373

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	803	68.3%
1	373	31.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	803	68.3%
1	373	31.7%

Most occurring characters

Value	Count	Frequency (%)
0	803	68.3%
1	373	31.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	803	68.3%
1	373	31.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	803	68.3%
1	373	31.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	803	68.3%
1	373	31.7%

OverTime_Yes
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.3 KiB

0	836
1	340

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	836	71.1%
1	340	28.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	836	71.1%
1	340	28.9%

Most occurring characters

Value	Count	Frequency (%)
0	836	71.1%
1	340	28.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1176	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	836	71.1%
1	340	28.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	1176	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	836	71.1%
1	340	28.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1176	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	836	71.1%
1	340	28.9%

Auto

Heatmap
Table

	Age	DailyRate	DistanceFromHome	MonthlyIncome	NumCompaniesWorked	PercentSalaryHike	TotalWorkingYears	TrainingTimesLastYear	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	AverageSatisfaction	SalaryDeviation	Education	EnvironmentSatisfaction	JobInvolvement	JobLevel	JobSatisfaction	RelationshipSatisfaction	StockOptionLevel	WorkLifeBalance	BusinessTravel_Travel_Frequently	BusinessTravel_Travel_Rarely	EducationField_Life Sciences	EducationField_Marketing	EducationField_Medical	EducationField_Other	EducationField_Technical Degree	Gender_Male	JobRole_Human Resources	JobRole_Laboratory Technician	JobRole_Manager	JobRole_Manufacturing Director	JobRole_Research Director	JobRole_Research Scientist	JobRole_Sales Executive	JobRole_Sales Representative	MaritalStatus_Married	MaritalStatus_Single	OverTime_Yes
Age	1.000	0.016	0.001	0.482	0.362	0.008	0.670	-0.005	0.253	0.206	0.173	0.196	0.031	0.065	0.143	0.000	0.050	0.301	0.000	0.022	0.101	0.060	0.046	0.023	0.000	0.000	0.000	0.048	0.000	0.000	0.043	0.149	0.317	0.071	0.208	0.146	0.109	0.235	0.104	0.207	0.060
DailyRate	0.016	1.000	0.002	0.038	0.045	0.017	0.029	-0.028	0.005	0.029	-0.038	0.001	0.025	0.022	0.000	0.000	0.000	0.000	0.000	0.000	0.040	0.000	0.000	0.036	0.000	0.073	0.014	0.000	0.080	0.054	0.000	0.000	0.000	0.000	0.023	0.000	0.000	0.000	0.122	0.072	0.000
DistanceFromHome	0.001	0.002	1.000	0.010	0.004	0.042	0.009	-0.031	0.013	0.015	-0.001	0.006	-0.017	-0.049	0.000	0.000	0.021	0.051	0.010	0.038	0.000	0.000	0.036	0.072	0.048	0.000	0.000	0.000	0.000	0.044	0.000	0.000	0.051	0.030	0.000	0.000	0.038	0.057	0.000	0.000	0.057
MonthlyIncome	0.482	0.038	0.010	1.000	0.176	-0.032	0.708	-0.009	0.459	0.387	0.257	0.361	-0.027	0.336	0.083	0.000	0.048	0.859	0.000	0.000	0.063	0.000	0.070	0.000	0.000	0.135	0.000	0.049	0.044	0.068	0.079	0.387	0.725	0.249	0.529	0.390	0.470	0.294	0.026	0.046	0.065
NumCompaniesWorked	0.362	0.045	0.004	0.176	1.000	-0.022	0.317	-0.029	-0.170	-0.117	-0.068	-0.138	-0.018	0.104	0.096	0.000	0.000	0.113	0.000	0.000	0.013	0.035	0.000	0.036	0.063	0.061	0.014	0.061	0.020	0.000	0.085	0.061	0.110	0.000	0.127	0.040	0.045	0.095	0.000	0.078	0.018
PercentSalaryHike	0.008	0.017	0.042	-0.032	-0.022	1.000	-0.016	0.006	-0.041	-0.014	-0.025	-0.019	-0.013	0.014	0.035	0.000	0.057	0.000	0.000	0.011	0.000	0.000	0.056	0.078	0.010	0.000	0.000	0.000	0.034	0.046	0.000	0.018	0.061	0.000	0.003	0.032	0.053	0.055	0.000	0.000	0.000
TotalWorkingYears	0.670	0.029	0.009	0.708	0.317	-0.016	1.000	-0.004	0.583	0.482	0.321	0.487	-0.035	0.108	0.084	0.000	0.005	0.539	0.038	0.027	0.074	0.000	0.018	0.000	0.000	0.036	0.049	0.005	0.018	0.058	0.078	0.221	0.562	0.079	0.315	0.228	0.211	0.338	0.083	0.106	0.000
TrainingTimesLastYear	-0.005	-0.028	-0.031	-0.009	-0.029	0.006	-0.004	1.000	0.013	0.011	0.005	-0.003	-0.012	0.000	0.048	0.024	0.000	0.000	0.022	0.000	0.014	0.000	0.000	0.000	0.021	0.072	0.077	0.000	0.020	0.000	0.000	0.000	0.000	0.059	0.000	0.047	0.000	0.055	0.032	0.020	0.111
YearsAtCompany	0.253	0.005	0.013	0.459	-0.170	-0.041	0.583	0.013	1.000	0.846	0.512	0.847	-0.009	0.053	0.079	0.007	0.036	0.349	0.000	0.000	0.018	0.000	0.000	0.056	0.034	0.000	0.041	0.052	0.000	0.100	0.000	0.142	0.390	0.069	0.161	0.107	0.134	0.205	0.067	0.000	0.083
YearsInCurrentRole	0.206	0.029	0.015	0.387	-0.117	-0.014	0.482	0.011	0.846	1.000	0.505	0.724	-0.027	0.064	0.038	0.061	0.053	0.241	0.038	0.047	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.102	0.000	0.129	0.208	0.039	0.161	0.137	0.160	0.138	0.016	0.061	0.000
YearsSinceLastPromotion	0.173	-0.038	-0.001	0.257	-0.068	-0.025	0.321	0.005	0.512	0.505	1.000	0.461	0.016	0.053	0.000	0.000	0.000	0.214	0.000	0.029	0.044	0.000	0.013	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.068	0.241	0.000	0.113	0.109	0.069	0.065	0.100	0.000	0.046
YearsWithCurrManager	0.196	0.001	0.006	0.361	-0.138	-0.019	0.487	-0.003	0.847	0.724	0.461	1.000	-0.041	0.032	0.055	0.000	0.026	0.229	0.000	0.000	0.000	0.041	0.096	0.111	0.000	0.054	0.000	0.000	0.000	0.056	0.000	0.111	0.195	0.067	0.173	0.101	0.079	0.158	0.000	0.000	0.000
AverageSatisfaction	0.031	0.025	-0.017	-0.027	-0.018	-0.013	-0.035	-0.012	-0.009	-0.027	0.016	-0.041	1.000	-0.037	0.030	0.368	0.009	0.054	0.357	0.361	0.080	0.000	0.000	0.060	0.000	0.000	0.076	0.000	0.000	0.056	0.043	0.055	0.000	0.000	0.000	0.000	0.000	0.000	0.061	0.098	0.107
SalaryDeviation	0.065	0.022	-0.049	0.336	0.104	0.014	0.108	0.000	0.053	0.064	0.053	0.032	-0.037	1.000	0.028	0.042	0.000	0.293	0.000	0.050	0.000	0.000	0.032	0.049	0.000	0.036	0.000	0.000	0.000	0.028	0.020	0.156	0.208	0.152	0.302	0.182	0.169	0.118	0.000	0.043	0.000
Education	0.143	0.000	0.000	0.083	0.096	0.035	0.084	0.048	0.079	0.038	0.000	0.055	0.030	0.028	1.000	0.049	0.000	0.082	0.000	0.032	0.025	0.000	0.000	0.000	0.000	0.050	0.038	0.071	0.000	0.030	0.000	0.048	0.000	0.000	0.068	0.000	0.000	0.062	0.000	0.000	0.000
EnvironmentSatisfaction	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.024	0.007	0.061	0.000	0.000	0.368	0.042	0.049	1.000	0.044	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.043	0.000	0.000	0.027	0.000	0.000	0.038	0.000	0.000	0.070	0.000	0.000	0.016	0.056	0.061	0.000	0.066
JobInvolvement	0.050	0.000	0.021	0.048	0.000	0.057	0.005	0.000	0.036	0.053	0.000	0.026	0.009	0.000	0.000	0.044	1.000	0.000	0.000	0.000	0.040	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.027	0.000	0.000	0.000	0.000	0.043	0.030	0.024	0.000
JobLevel	0.301	0.000	0.051	0.859	0.113	0.000	0.539	0.000	0.349	0.241	0.214	0.229	0.054	0.293	0.082	0.000	0.000	1.000	0.000	0.000	0.063	0.000	0.000	0.000	0.000	0.164	0.005	0.000	0.070	0.064	0.121	0.414	0.649	0.268	0.431	0.431	0.481	0.273	0.041	0.061	0.000
JobSatisfaction	0.000	0.000	0.010	0.000	0.000	0.000	0.038	0.022	0.000	0.038	0.000	0.000	0.357	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.046	0.032	0.000	0.000	0.000	0.000	0.029	0.000	0.000	0.000	0.051	0.000	0.000	0.000	0.000	0.000	0.000	0.000
RelationshipSatisfaction	0.022	0.000	0.038	0.000	0.000	0.011	0.027	0.000	0.000	0.047	0.029	0.000	0.361	0.050	0.032	0.000	0.000	0.000	0.000	1.000	0.026	0.000	0.031	0.052	0.000	0.073	0.033	0.000	0.058	0.034	0.000	0.075	0.000	0.000	0.000	0.057	0.047	0.000	0.042	0.000	0.043
StockOptionLevel	0.101	0.040	0.000	0.063	0.013	0.000	0.074	0.014	0.018	0.000	0.044	0.000	0.080	0.000	0.025	0.000	0.040	0.063	0.000	0.026	1.000	0.026	0.000	0.000	0.000	0.000	0.032	0.000	0.000	0.000	0.000	0.000	0.064	0.000	0.000	0.000	0.029	0.027	0.379	0.787	0.000
WorkLifeBalance	0.060	0.000	0.000	0.000	0.035	0.000	0.000	0.000	0.000	0.000	0.000	0.041	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.026	1.000	0.000	0.013	0.066	0.026	0.033	0.000	0.015	0.000	0.029	0.008	0.000	0.000	0.000	0.053	0.022	0.031	0.000	0.000	0.000
BusinessTravel_Travel_Frequently	0.046	0.000	0.036	0.070	0.000	0.056	0.018	0.000	0.000	0.000	0.013	0.096	0.000	0.032	0.000	0.000	0.000	0.000	0.000	0.031	0.000	0.000	1.000	0.748	0.043	0.000	0.000	0.031	0.027	0.028	0.000	0.000	0.045	0.000	0.000	0.000	0.000	0.027	0.017	0.000	0.000
BusinessTravel_Travel_Rarely	0.023	0.036	0.072	0.000	0.036	0.078	0.000	0.000	0.056	0.000	0.000	0.111	0.060	0.049	0.000	0.000	0.000	0.000	0.046	0.052	0.000	0.013	0.748	1.000	0.034	0.008	0.000	0.028	0.000	0.000	0.000	0.000	0.000	0.000	0.018	0.000	0.000	0.000	0.036	0.000	0.000
EducationField_Life Sciences	0.000	0.000	0.048	0.000	0.063	0.010	0.000	0.021	0.034	0.000	0.000	0.000	0.000	0.000	0.000	0.043	0.000	0.000	0.032	0.000	0.000	0.066	0.043	0.034	1.000	0.293	0.553	0.190	0.269	0.000	0.051	0.055	0.000	0.033	0.023	0.000	0.097	0.046	0.015	0.037	0.000
EducationField_Marketing	0.000	0.073	0.000	0.135	0.061	0.000	0.036	0.072	0.000	0.000	0.000	0.054	0.000	0.036	0.050	0.000	0.000	0.164	0.000	0.073	0.000	0.026	0.000	0.008	0.293	1.000	0.236	0.073	0.110	0.011	0.053	0.164	0.000	0.109	0.074	0.166	0.445	0.151	0.000	0.000	0.000
EducationField_Medical	0.000	0.014	0.000	0.000	0.014	0.000	0.049	0.077	0.041	0.000	0.000	0.000	0.076	0.000	0.038	0.000	0.000	0.005	0.000	0.033	0.032	0.033	0.000	0.000	0.553	0.236	1.000	0.151	0.215	0.000	0.043	0.037	0.000	0.000	0.029	0.039	0.100	0.042	0.000	0.000	0.000
EducationField_Other	0.048	0.000	0.000	0.049	0.061	0.000	0.005	0.000	0.052	0.000	0.000	0.000	0.000	0.000	0.071	0.027	0.000	0.000	0.000	0.000	0.000	0.000	0.031	0.028	0.190	0.073	0.151	1.000	0.065	0.000	0.000	0.053	0.000	0.000	0.000	0.000	0.044	0.000	0.000	0.018	0.000
EducationField_Technical Degree	0.000	0.080	0.000	0.044	0.020	0.034	0.018	0.020	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.070	0.000	0.058	0.000	0.015	0.027	0.000	0.269	0.110	0.215	0.065	1.000	0.000	0.000	0.000	0.028	0.000	0.000	0.075	0.055	0.037	0.000	0.000	0.000
Gender_Male	0.000	0.054	0.044	0.068	0.000	0.046	0.058	0.000	0.100	0.102	0.000	0.056	0.056	0.028	0.030	0.000	0.000	0.064	0.029	0.034	0.000	0.000	0.028	0.000	0.000	0.011	0.000	0.000	0.000	1.000	0.023	0.060	0.020	0.078	0.000	0.000	0.000	0.000	0.000	0.000	0.031
JobRole_Human Resources	0.043	0.000	0.000	0.079	0.085	0.000	0.078	0.000	0.000	0.000	0.000	0.000	0.043	0.020	0.000	0.038	0.000	0.121	0.000	0.000	0.000	0.029	0.000	0.000	0.051	0.053	0.043	0.000	0.000	0.023	1.000	0.079	0.032	0.046	0.019	0.080	0.095	0.017	0.018	0.046	0.000
JobRole_Laboratory Technician	0.149	0.000	0.000	0.387	0.061	0.018	0.221	0.000	0.142	0.129	0.068	0.111	0.055	0.156	0.048	0.000	0.000	0.414	0.000	0.075	0.000	0.008	0.000	0.000	0.055	0.164	0.037	0.053	0.000	0.060	0.079	1.000	0.123	0.148	0.104	0.222	0.256	0.101	0.000	0.000	0.000
JobRole_Manager	0.317	0.000	0.051	0.725	0.110	0.061	0.562	0.000	0.390	0.208	0.241	0.195	0.000	0.208	0.000	0.000	0.027	0.649	0.000	0.000	0.064	0.000	0.045	0.000	0.000	0.000	0.000	0.000	0.028	0.020	0.032	0.123	1.000	0.079	0.050	0.125	0.145	0.048	0.021	0.018	0.000
JobRole_Manufacturing Director	0.071	0.000	0.030	0.249	0.000	0.000	0.079	0.059	0.069	0.039	0.000	0.067	0.000	0.152	0.000	0.070	0.000	0.268	0.051	0.000	0.000	0.000	0.000	0.000	0.033	0.109	0.000	0.000	0.000	0.078	0.046	0.148	0.079	1.000	0.065	0.150	0.173	0.063	0.000	0.000	0.000
JobRole_Research Director	0.208	0.023	0.000	0.529	0.127	0.003	0.315	0.000	0.161	0.161	0.113	0.173	0.000	0.302	0.068	0.000	0.000	0.431	0.000	0.000	0.000	0.000	0.000	0.018	0.023	0.074	0.029	0.000	0.000	0.000	0.019	0.104	0.050	0.065	1.000	0.105	0.123	0.036	0.000	0.000	0.000
JobRole_Research Scientist	0.146	0.000	0.000	0.390	0.040	0.032	0.228	0.047	0.107	0.137	0.109	0.101	0.000	0.182	0.000	0.000	0.000	0.431	0.000	0.057	0.000	0.053	0.000	0.000	0.000	0.166	0.039	0.000	0.075	0.000	0.080	0.222	0.125	0.150	0.105	1.000	0.260	0.102	0.041	0.029	0.024
JobRole_Sales Executive	0.109	0.000	0.038	0.470	0.045	0.053	0.211	0.000	0.134	0.160	0.069	0.079	0.000	0.169	0.000	0.016	0.000	0.481	0.000	0.047	0.029	0.022	0.000	0.000	0.097	0.445	0.100	0.044	0.055	0.000	0.095	0.256	0.145	0.173	0.123	0.260	1.000	0.119	0.000	0.000	0.000
JobRole_Sales Representative	0.235	0.000	0.057	0.294	0.095	0.055	0.338	0.055	0.205	0.138	0.065	0.158	0.000	0.118	0.062	0.056	0.043	0.273	0.000	0.000	0.027	0.031	0.027	0.000	0.046	0.151	0.042	0.000	0.037	0.000	0.017	0.101	0.048	0.063	0.036	0.102	0.119	1.000	0.000	0.064	0.000
MaritalStatus_Married	0.104	0.122	0.000	0.026	0.000	0.000	0.083	0.032	0.067	0.016	0.100	0.000	0.061	0.000	0.000	0.061	0.030	0.041	0.000	0.042	0.379	0.000	0.017	0.036	0.015	0.000	0.000	0.000	0.000	0.000	0.018	0.000	0.021	0.000	0.000	0.041	0.000	0.000	1.000	0.626	0.000
MaritalStatus_Single	0.207	0.072	0.000	0.046	0.078	0.000	0.106	0.020	0.000	0.061	0.000	0.000	0.098	0.043	0.000	0.000	0.024	0.061	0.000	0.000	0.787	0.000	0.000	0.000	0.037	0.000	0.000	0.018	0.000	0.000	0.046	0.000	0.018	0.000	0.000	0.029	0.000	0.064	0.626	1.000	0.000
OverTime_Yes	0.060	0.000	0.057	0.065	0.018	0.000	0.000	0.111	0.083	0.000	0.046	0.000	0.107	0.000	0.000	0.066	0.000	0.000	0.000	0.043	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.031	0.000	0.000	0.000	0.000	0.000	0.024	0.000	0.000	0.000	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Age	DailyRate	DistanceFromHome	Education	EnvironmentSatisfaction	JobInvolvement	JobLevel	JobSatisfaction	MonthlyIncome	NumCompaniesWorked	PercentSalaryHike	RelationshipSatisfaction	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	AverageSatisfaction	SalaryDeviation	BusinessTravel_Travel_Frequently	BusinessTravel_Travel_Rarely	EducationField_Life Sciences	EducationField_Marketing	EducationField_Medical	EducationField_Technical Degree	Gender_Male	JobRole_Laboratory Technician	JobRole_Manager	JobRole_Manufacturing Director	JobRole_Research Scientist	JobRole_Sales Executive	JobRole_Sales Representative	MaritalStatus_Married	OverTime_Yes
0	1.090194	1.049455	-0.899915	1.064209	-0.658710	1.795282	1.762189	-0.647997	2.026752	1.330763	-0.337129	0.240218	2.613100	2.261482	-0.605389	0.337621	-0.665706	-0.625365	-0.368024	-0.616406	-0.621552	0.351712	0	1	1	0	0	0	0	0	1	0	0	0	0	0	0
1	-1.634828	-0.523449	-0.899915	-1.855332	0.260202	0.373564	-0.986265	1.153526	-0.864408	-1.083704	-0.337129	0.240218	0.247430	-1.072675	-0.605389	0.337621	-0.830071	-0.905635	-0.056884	-0.897047	0.965160	-0.200492	0	1	0	0	0	1	1	1	0	0	0	0	0	1	0
2	0.981193	-0.992080	-0.777610	-1.855332	-1.577622	0.373564	1.762189	0.252765	2.347706	0.123529	-0.880974	1.160403	0.247430	1.492061	0.190962	0.337621	0.813578	1.336527	0.565398	1.348076	-0.092648	1.477794	0	1	0	1	0	0	1	0	1	0	0	0	0	1	0
3	-1.307825	-0.453653	0.445433	-1.855332	-0.658710	0.373564	-0.986265	0.252765	-0.956202	-0.681293	-1.152896	0.240218	-0.935405	-0.559727	-1.401740	0.337621	-0.008246	-0.064824	-0.679165	0.506155	-0.092648	-0.522553	0	1	0	0	1	0	1	0	0	0	0	0	1	1	0
4	0.654191	0.491086	-0.043784	2.037390	1.179114	0.373564	-0.070114	0.252765	-0.185956	0.123529	-0.609051	-0.679966	0.247430	-0.175017	0.190962	0.337621	0.156119	0.775986	0.565398	0.786795	0.436256	0.131855	1	0	0	0	1	0	1	1	0	0	0	0	0	0	1
5	-0.980822	0.879950	-0.899915	1.064209	-1.577622	-2.469873	-0.986265	1.153526	-0.662120	0.928352	-0.609051	1.160403	-0.935405	-0.816201	0.987313	-1.055510	-0.665706	-0.625365	-0.056884	-0.616406	0.436256	0.509248	0	1	0	0	1	0	1	0	0	0	1	0	0	1	1
6	1.526197	0.072310	-1.022219	0.091029	0.260202	0.373564	-0.986265	1.153526	-0.821414	-0.681293	-1.152896	-0.679966	-0.935405	-1.329148	-2.198092	-1.055510	-0.994436	-1.185905	-0.679165	-1.177687	0.436256	-0.049644	0	1	1	0	0	0	1	0	0	0	1	0	0	1	0
7	0.654191	0.692996	2.157694	0.091029	0.260202	0.373564	0.846038	-1.548758	0.919216	2.135585	-1.152896	0.240218	0.247430	0.850877	-1.401740	0.337621	0.156119	0.775986	-0.679165	-0.897047	-0.621552	0.754877	1	0	1	0	0	0	0	0	0	1	0	0	0	1	0
8	0.327188	-1.709982	0.567738	-0.882152	1.179114	0.373564	-0.070114	-1.548758	-0.409527	-0.681293	-0.065206	0.240218	0.247430	-0.816201	-0.605389	0.337621	-0.336976	-0.064824	-0.368024	-0.616406	-0.092648	-0.652556	0	1	1	0	0	0	0	0	0	0	0	1	0	1	0
9	-1.089823	-1.493116	0.078520	0.091029	1.179114	-1.048155	-0.070114	1.153526	-0.166609	-0.681293	-1.152896	1.160403	-0.935405	-0.687964	0.190962	0.337621	-0.172611	-0.625365	0.565398	-0.055126	2.022967	0.199737	0	1	0	1	0	0	0	0	0	0	0	1	0	1	1

	Age	DailyRate	DistanceFromHome	Education	EnvironmentSatisfaction	JobInvolvement	JobLevel	JobSatisfaction	MonthlyIncome	NumCompaniesWorked	PercentSalaryHike	RelationshipSatisfaction	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	AverageSatisfaction	SalaryDeviation	BusinessTravel_Travel_Frequently	BusinessTravel_Travel_Rarely	EducationField_Life Sciences	EducationField_Medical	EducationField_Other	EducationField_Technical Degree	Gender_Male	JobRole_Laboratory Technician	JobRole_Manager	JobRole_Manufacturing Director	JobRole_Research Scientist	JobRole_Sales Executive	JobRole_Sales Representative	MaritalStatus_Married	MaritalStatus_Single	OverTime_Yes
1166	-0.326817	1.585389	-0.288393	-0.882152	-0.658710	0.373564	-0.986265	0.252765	-0.910627	-1.083704	2.654020	-0.679966	0.247430	0.081457	0.987313	0.337621	0.649213	1.616797	0.876538	0.786795	-0.621552	-0.362654	0	1	0	0	0	1	1	0	0	0	0	0	1	1	0	1
1167	2.507205	-0.952197	-0.288393	0.091029	-1.577622	0.373564	2.678340	-1.548758	2.799362	0.928352	-1.152896	1.160403	-0.935405	2.774429	1.783664	-2.448641	3.607782	1.056257	2.743382	1.628716	-1.150456	0.280781	0	1	1	0	0	0	0	0	1	0	0	0	0	1	0	0
1168	0.000185	1.640229	0.200825	0.091029	-1.577622	0.373564	-0.986265	0.252765	-0.626649	0.525941	0.750562	-1.600151	-0.935405	-0.431491	2.580015	0.337621	-0.665706	-0.625365	-0.679165	-0.616406	-1.679360	0.633698	0	1	0	1	0	0	0	1	0	0	0	0	0	0	1	0
1169	-0.217816	-0.304090	1.056955	1.064209	-0.658710	0.373564	-0.070114	-1.548758	-0.211323	-1.083704	0.206717	1.160403	0.247430	-0.687964	-0.605389	-2.448641	-0.336976	-0.345095	-0.679165	-0.055126	-0.621552	0.042854	0	1	0	1	0	0	1	0	0	0	0	1	0	1	0	0
1170	0.981193	0.847545	-0.288393	1.064209	0.260202	0.373564	-0.070114	0.252765	-0.276460	-0.278882	-0.337129	0.240218	-0.935405	-0.559727	-0.605389	1.730752	-0.994436	-1.185905	-0.679165	-1.177687	0.436256	-0.185681	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	0
1171	-1.525827	-0.939733	-0.288393	0.091029	0.260202	0.373564	-0.986265	1.153526	-0.917721	-0.681293	1.566330	-0.679966	0.247430	-1.072675	-0.605389	0.337621	-0.665706	-0.625365	-0.679165	-0.616406	0.436256	-0.387544	0	1	1	0	0	0	1	0	0	0	0	0	1	0	0	1
1172	0.109186	0.511028	-0.899915	-0.882152	-0.658710	0.373564	-0.070114	-1.548758	0.075020	0.123529	-0.065206	1.160403	0.247430	-0.046780	0.190962	0.337621	-0.008246	0.775986	-0.368024	0.786795	-0.621552	1.047503	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0
1173	-1.634828	-1.463203	-0.166088	-1.855332	-0.658710	-2.469873	-0.986265	-1.548758	-0.879886	-0.681293	-0.065206	-1.600151	0.247430	-0.944438	0.190962	-1.055510	-0.501341	-0.345095	-0.368024	-0.897047	-2.208263	-0.254798	0	1	1	0	0	0	1	1	0	0	0	0	0	1	0	0
1174	-0.108815	-0.932255	-0.899915	1.064209	1.179114	0.373564	-0.070114	-0.647997	0.089853	0.525941	1.838252	1.160403	0.247430	0.466167	-0.605389	0.337621	-0.994436	-1.185905	-0.679165	-1.177687	0.965160	1.099546	0	1	0	0	1	0	0	0	0	0	1	0	0	1	0	1
1175	0.218187	-0.094702	1.301564	0.091029	0.260202	0.373564	-0.070114	1.153526	-0.519593	-0.278882	0.750562	1.160403	0.247430	-0.559727	2.580015	0.337621	-0.830071	-0.905635	-0.056884	-0.616406	1.494063	-1.038727	1	0	1	0	0	0	1	0	0	0	0	1	0	0	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)